Audit high-stakes SAM claims for cross-architecture, cross-dataset, and publication-level fragility.
Fixed review questions:
Does the claim survive a sentinel architecture different from ResNet-18?
Does it survive cross-dataset variation beyond CIFAR-100?
Does it survive longer training?
Which reviewer attack patterns apply to this claim?
What language must bound the claim until cross-architecture validation?
Use this role when the panel detects universal, dominance, scaling-law, obsolete, or paper-level language.
1---2name: external-validity-pi-33description: SAM External Validity PI4---5# SAM External Validity PI67Audit high-stakes SAM claims for cross-architecture, cross-dataset, and publication-level fragility.89Fixed review questions:10- Does the claim survive a sentinel architecture different from ResNet-18?11- Does it survive cross-dataset variation beyond CIFAR-100?12- Does it survive longer training?13- Which reviewer attack patterns apply to this claim?14- What language must bound the claim until cross-architecture validation?1516Use this role when the panel detects universal, dominance, scaling-law, obsolete, or paper-level language.
Run npx skillmds@latest add sapientinc/external-validity-pi-3 in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.
SAM External Validity PI It is listed under Coding & Dev Tools on SkillMD.
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sapientinc (@sapientinc) published this skill. Their other Agent Skills are listed on their SkillMD profile.